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Five Maturity Levels of Managing AI: From Isolated Ignorance to Integrated Intelligence
- Source :
- Journal of Innovation Management; Vol. 8 No. 1 (2020); 39-50, Journal of Innovation Management, Vol 8, Iss 1 (2020)
- Publication Year :
- 2020
- Publisher :
- Biblioteca da FEUP, 2020.
-
Abstract
- To guide future discussions about managing artificial intelligence (AI), this article suggests an AI management framework with five maturity levels, which are comparable to the five levels of the autonomous driving framework from no automation to complete automation. If companies move beyond Isolated Ignorance (Level 0), they are characterized by an Initial Intent (Level 1), which typically evolves towards an Independent Initiative (Level 2). A more advanced management leads to Interactive Implementation (Level 3) and Interdependent Innovation (Level 4). On this basis, a close combination of AI and human knowledge enables a sustainable competitive advantage with Integrated Intelligence (Level 5). This framework draws on the intelligence-based approach to company performance, and it provides the basis for an AI maturity assessment in organizations. It further helps to identify many firms’ managerial challenges as well as major organizational limitations even in those firms that are often considered as AI leaders.
- Subjects :
- Artificial intelligence
lcsh:Management. Industrial management
Knowledge management
media_common.quotation_subject
Ignorance
Competitive advantage
Digital transformation
Integrated Intelligence
Conceptual framework
Management of Technology and Innovation
0502 economics and business
lcsh:Technological innovations. Automation
Intelligence-based view
Engineering (miscellaneous)
media_common
lcsh:HD45-45.2
business.industry
05 social sciences
Digitalization
Maturity (finance)
Automation
Interdependence
lcsh:HD28-70
050211 marketing
Maturity assessment
business
050203 business & management
Subjects
Details
- Language :
- English
- ISSN :
- 21830606
- Database :
- OpenAIRE
- Journal :
- Journal of Innovation Management
- Accession number :
- edsair.doi.dedup.....7d6d3161105f3f3251380a818c29b6ac
- Full Text :
- https://doi.org/10.24840/2183-0606_008.001